Overview

Dataset info

Number of variables22
Number of observations199991
Missing cells0 (0.0%)
Duplicate rows0 (0.0%)
Total size in memory51.2 MiB
Average record size in memory268.6 B

Variables types

NUM21
CAT1

Reproduction info

Date of analysis2020-02-09 08:26:36.665846
Versionpandas-profiling v2.4.0
Command linepandas_profiling --config_file config.yaml [YOUR_FILE.csv]
Download Configurationconfig.yaml

Warnings

fiberMag_g is highly skewed (γ1 = 60.75328029) Skewed
fiberMag_i is highly skewed (γ1 = -136.5595672) Skewed
fiberMag_r is highly skewed (γ1 = -128.7080615) Skewed
fiberMag_u is highly skewed (γ1 = -446.491131) Skewed
fiberMag_z is highly skewed (γ1 = -99.1319246) Skewed
modelMag_g is highly skewed (γ1 = -151.5463577) Skewed
modelMag_i is highly skewed (γ1 = -197.2612434) Skewed
modelMag_r is highly skewed (γ1 = -179.4972186) Skewed
modelMag_u is highly skewed (γ1 = -113.8458159) Skewed
modelMag_z is highly skewed (γ1 = -125.2072673) Skewed
petroMag_g is highly skewed (γ1 = -117.8103536) Skewed
petroMag_i is highly skewed (γ1 = -181.5957836) Skewed
petroMag_r is highly skewed (γ1 = -161.6799622) Skewed
petroMag_u is highly skewed (γ1 = 324.7092506) Skewed
petroMag_z is highly skewed (γ1 = -103.2237948) Skewed
psfMag_g is highly skewed (γ1 = -166.3129443) Skewed
psfMag_i is highly skewed (γ1 = -153.7339501) Skewed
psfMag_r is highly skewed (γ1 = -160.9373896) Skewed
psfMag_u is highly skewed (γ1 = -447.0728729) Skewed
psfMag_z is highly skewed (γ1 = -131.3889389) Skewed
psfMag_u is highly correlated with fiberMag_uHigh Correlation
fiberMag_u is highly correlated with psfMag_uHigh Correlation

Variables

fiberID
Real number (ℝ≥0)

Distinct count1000
Unique (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean360.8301524
Minimum1
Maximum1000
Zeros0
Zeros (%)0.0%
Memory size3.1 MiB
Mini histogram

Quantile statistics

Minimum1
5-th percentile33
Q1174
median349
Q3526
95-th percentile768
Maximum1000
Range999
Interquartile range (IQR)352

Descriptive statistics

Standard deviation225.3058904
Coefficient of variation (CV)0.6244098197
Kurtosis-0.3329491173
Mean360.8301524
Median Absolute Deviation (MAD)186.5543287
Skewness0.4234981676
Sum72162783
Variance50762.74424
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[ 1. 1.5 44.5 121.5 122.5 ... 996.5 997.5 998.5 999.5 1000. ], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
624 373 0.2%
 
122 371 0.2%
 
618 370 0.2%
 
350 369 0.2%
 
14 365 0.2%
 
316 364 0.2%
 
620 363 0.2%
 
626 362 0.2%
 
28 362 0.2%
 
38 361 0.2%
 
Other values (990) 196331 98.2%
 
ValueCountFrequency (%) 
1 296 0.1%
 
2 349 0.2%
 
3 277 0.1%
 
4 317 0.2%
 
5 263 0.1%
 
ValueCountFrequency (%) 
1000 67 < 0.1%
 
999 27 < 0.1%
 
998 75 < 0.1%
 
997 14 < 0.1%
 
996 72 < 0.1%
 

fiberMag_g
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.0726925
Minimum-215882.917190915
Maximum248077.5133803
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-215882.9172
5-th percentile16.93996392
Q118.9028513
median20.06903755
Q321.38582966
95-th percentile23.02597289
Maximum248077.5134
Range463960.4306
Interquartile range (IQR)2.482978365

Descriptive statistics

Standard deviation749.2561619
Coefficient of variation (CV)39.28423645
Kurtosis94583.38184
Mean19.0726925
Median Absolute Deviation (MAD)5.198698103
Skewness60.75328029
Sum3814366.846
Variance561384.7961
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.15882917e+05 -1.92276540e+04 -5.20213597e+00 1.06594508e+01 1.43754926e+01 ... 2.65684223e+01 2.71033752e+01 3.41047666e+01 5.31273954e+01 2.48077513e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
24.32586974 1 < 0.1%
 
21.6480075 1 < 0.1%
 
20.52094557 1 < 0.1%
 
23.52990995 1 < 0.1%
 
17.20800135 1 < 0.1%
 
21.48190355 1 < 0.1%
 
19.6576878 1 < 0.1%
 
23.83047625 1 < 0.1%
 
20.21380477 1 < 0.1%
 
18.78386585 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-215882.9172 1 < 0.1%
 
-30617.65735 1 < 0.1%
 
-29712.60347 1 < 0.1%
 
-19338.87361 1 < 0.1%
 
-19116.43429 1 < 0.1%
 
ValueCountFrequency (%) 
248077.5134 1 < 0.1%
 
68.50938508 1 < 0.1%
 
37.74540572 1 < 0.1%
 
34.22868858 1 < 0.1%
 
33.98084468 1 < 0.1%
 

fiberMag_i
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.18333145
Minimum-20208.5162623818
Maximum8059.6385345421095
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-20208.51626
5-th percentile16.40248576
Q117.90361534
median19.18876323
Q320.33141852
95-th percentile21.6629171
Maximum8059.638535
Range28268.1548
Interquartile range (IQR)2.427803183

Descriptive statistics

Standard deviation122.3789715
Coefficient of variation (CV)6.730283273
Kurtosis20513.42943
Mean18.18333145
Median Absolute Deviation (MAD)2.520067034
Skewness-136.5595672
Sum3636502.64
Variance14976.61267
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.02085163e+04 1.06924982e+01 1.37383815e+01 1.44562282e+01 1.49838283e+01 ... 2.33703626e+01 2.39077848e+01 2.61165482e+01 3.85382120e+01 8.05963853e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
21.21993776 1 < 0.1%
 
20.36380039 1 < 0.1%
 
20.60564114 1 < 0.1%
 
19.70810131 1 < 0.1%
 
18.0357234 1 < 0.1%
 
16.740337 1 < 0.1%
 
19.27105215 1 < 0.1%
 
20.62285545 1 < 0.1%
 
18.61605739 1 < 0.1%
 
20.28995983 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-20208.51626 1 < 0.1%
 
-19871.75569 1 < 0.1%
 
-19721.17217 1 < 0.1%
 
-18894.37463 1 < 0.1%
 
-18443.0183 1 < 0.1%
 
ValueCountFrequency (%) 
8059.638535 1 < 0.1%
 
42.00204677 1 < 0.1%
 
35.07437716 1 < 0.1%
 
32.17136919 1 < 0.1%
 
29.54536968 1 < 0.1%
 

fiberMag_r
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean19.13448316
Minimum-21802.656143855802
Maximum12084.7354397549
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-21802.65614
5-th percentile16.62125466
Q118.25935198
median19.63141869
Q320.7739108
95-th percentile22.03487241
Maximum12084.73544
Range33887.39158
Interquartile range (IQR)2.51455882

Descriptive statistics

Standard deviation90.04905787
Coefficient of variation (CV)4.706113937
Kurtosis33587.38998
Mean19.13448316
Median Absolute Deviation (MAD)2.111773497
Skewness-128.7080615
Sum3826724.421
Variance8108.832823
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.18026561e+04 -1.30971059e+01 1.40404564e+01 1.45722067e+01 1.45724654e+01 ... 2.47564446e+01 2.54686335e+01 2.66729668e+01 3.22514231e+01 1.20847354e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
17.67173656 1 < 0.1%
 
16.49177868 1 < 0.1%
 
18.97816576 1 < 0.1%
 
18.95482291 1 < 0.1%
 
21.70607433 1 < 0.1%
 
18.45359703 1 < 0.1%
 
19.08674512 1 < 0.1%
 
20.25572458 1 < 0.1%
 
21.70798085 1 < 0.1%
 
19.53912301 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-21802.65614 1 < 0.1%
 
-18913.50434 1 < 0.1%
 
-12444.70425 1 < 0.1%
 
-11037.89528 1 < 0.1%
 
-8448.758186 1 < 0.1%
 
ValueCountFrequency (%) 
12084.73544 1 < 0.1%
 
11179.1967 1 < 0.1%
 
2855.324531 1 < 0.1%
 
1428.559243 1 < 0.1%
 
715.4908996 1 < 0.1%
 

fiberMag_u
Real number (ℝ)

UNIQUE
SKEWED
HIGH CORRELATION
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean10.84985838
Minimum-1864766.37083753
Maximum4870.15389914159
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-1864766.371
5-th percentile17.92292734
Q119.94040312
median21.049096
Q322.33754048
95-th percentile24.72568562
Maximum4870.153899
Range1869636.525
Interquartile range (IQR)2.397137353

Descriptive statistics

Standard deviation4172.116388
Coefficient of variation (CV)384.5318752
Kurtosis199563.1935
Mean10.84985838
Median Absolute Deviation (MAD)20.71238419
Skewness-446.491131
Sum2169874.027
Variance17406555.15
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-1.86476637e+06 -2.80322421e+04 -9.61736954e+01 4.50840487e+00 1.48952074e+01 ... 2.80240885e+01 3.06015178e+01 4.76761800e+01 2.33317747e+02 4.87015390e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
24.32935799 1 < 0.1%
 
23.88428916 1 < 0.1%
 
20.63260331 1 < 0.1%
 
20.76402204 1 < 0.1%
 
20.56243744 1 < 0.1%
 
22.88474573 1 < 0.1%
 
21.51675181 1 < 0.1%
 
18.2960709 1 < 0.1%
 
21.28636538 1 < 0.1%
 
21.18436791 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-1864766.371 1 < 0.1%
 
-29994.08033 1 < 0.1%
 
-26070.40386 1 < 0.1%
 
-18054.91873 1 < 0.1%
 
-16697.33959 1 < 0.1%
 
ValueCountFrequency (%) 
4870.153899 1 < 0.1%
 
924.9858903 1 < 0.1%
 
274.0836927 1 < 0.1%
 
192.5518011 1 < 0.1%
 
191.3029512 1 < 0.1%
 

fiberMag_z
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.00088239
Minimum-26505.6021006573
Maximum18358.921740610902
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-26505.6021
5-th percentile16.17538704
Q117.60614765
median18.71096695
Q320.13317856
95-th percentile21.49908599
Maximum18358.92174
Range44864.52384
Interquartile range (IQR)2.527030905

Descriptive statistics

Standard deviation145.8623461
Coefficient of variation (CV)8.103066448
Kurtosis18193.24198
Mean18.00088239
Median Absolute Deviation (MAD)2.780281525
Skewness-99.1319246
Sum3600014.47
Variance21275.82402
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.65056021e+04 -1.33520450e+02 8.36325420e+00 1.38003886e+01 1.43476781e+01 ... 2.38595431e+01 2.45752741e+01 2.55815032e+01 3.88247287e+01 1.83589217e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18.91397514 1 < 0.1%
 
17.73600457 1 < 0.1%
 
20.57996416 1 < 0.1%
 
16.82222656 1 < 0.1%
 
18.27468022 1 < 0.1%
 
20.02409627 1 < 0.1%
 
17.65234226 1 < 0.1%
 
17.77182872 1 < 0.1%
 
22.54443579 1 < 0.1%
 
19.77806929 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-26505.6021 1 < 0.1%
 
-22882.579 1 < 0.1%
 
-22877.54109 1 < 0.1%
 
-20724.32323 1 < 0.1%
 
-16054.45129 1 < 0.1%
 
ValueCountFrequency (%) 
18358.92174 1 < 0.1%
 
12830.46462 1 < 0.1%
 
10294.80629 1 < 0.1%
 
2801.321598 1 < 0.1%
 
173.5837756 1 < 0.1%
 

modelMag_g
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.544375
Minimum-36902.4023360807
Maximum10582.0585903648
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-36902.40234
5-th percentile16.45130369
Q118.07612032
median19.54767407
Q320.96238644
95-th percentile22.65421625
Maximum10582.05859
Range47484.46093
Interquartile range (IQR)2.886266113

Descriptive statistics

Standard deviation161.7281835
Coefficient of variation (CV)8.72114501
Kurtosis27251.98057
Mean18.544375
Median Absolute Deviation (MAD)3.039435883
Skewness-151.5463577
Sum3708708.1
Variance26156.00533
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-3.69024023e+04 1.25846856e+01 1.35306374e+01 1.42343983e+01 1.46332239e+01 ... 2.64991385e+01 2.74691448e+01 3.22616107e+01 6.32889001e+01 1.05820586e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
17.41127684 1 < 0.1%
 
18.14414854 1 < 0.1%
 
15.81033188 1 < 0.1%
 
19.51251808 1 < 0.1%
 
19.05176805 1 < 0.1%
 
18.5182141 1 < 0.1%
 
23.11171994 1 < 0.1%
 
18.93838497 1 < 0.1%
 
20.14015443 1 < 0.1%
 
22.45652546 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-36902.40234 1 < 0.1%
 
-27500.97913 1 < 0.1%
 
-26676.29894 1 < 0.1%
 
-21921.53899 1 < 0.1%
 
-20060.54068 1 < 0.1%
 
ValueCountFrequency (%) 
10582.05859 1 < 0.1%
 
7838.80846 1 < 0.1%
 
6327.875793 1 < 0.1%
 
2057.444989 1 < 0.1%
 
1316.12067 1 < 0.1%
 

modelMag_i
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.69239501
Minimum-38969.4168218961
Maximum4062.4993714286898
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-38969.41682
5-th percentile15.79108085
Q116.97767081
median18.64175642
Q319.96884594
95-th percentile21.3402662
Maximum4062.499371
Range43031.91619
Interquartile range (IQR)2.991175125

Descriptive statistics

Standard deviation131.183416
Coefficient of variation (CV)7.414678224
Kurtosis47570.23077
Mean17.69239501
Median Absolute Deviation (MAD)2.583044201
Skewness-197.2612434
Sum3538319.77
Variance17209.08863
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-3.89694168e+04 1.13472294e+01 1.26607984e+01 1.34006688e+01 1.41564902e+01 ... 2.27784485e+01 2.31500142e+01 2.60945388e+01 3.23093129e+01 4.06249937e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18.44422156 1 < 0.1%
 
20.39860599 1 < 0.1%
 
20.65507521 1 < 0.1%
 
16.98394562 1 < 0.1%
 
16.57958331 1 < 0.1%
 
16.95363801 1 < 0.1%
 
20.65198982 1 < 0.1%
 
16.52014297 1 < 0.1%
 
21.51303892 1 < 0.1%
 
21.48240197 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-38969.41682 1 < 0.1%
 
-19754.87013 1 < 0.1%
 
-19451.52134 1 < 0.1%
 
-16866.97023 1 < 0.1%
 
-14993.5949 1 < 0.1%
 
ValueCountFrequency (%) 
4062.499371 1 < 0.1%
 
3119.273573 1 < 0.1%
 
1671.664262 1 < 0.1%
 
420.2111694 1 < 0.1%
 
45.78354965 1 < 0.1%
 

modelMag_r
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.18154436
Minimum-36439.6384929249
Maximum12237.9517034653
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-36439.63849
5-th percentile16.04800077
Q117.42342462
median19.1431559
Q320.40813969
95-th percentile21.68180618
Maximum12237.9517
Range48677.5902
Interquartile range (IQR)2.98471507

Descriptive statistics

Standard deviation133.9844748
Coefficient of variation (CV)7.369257096
Kurtosis40566.57913
Mean18.18154436
Median Absolute Deviation (MAD)2.615434048
Skewness-179.4972186
Sum3636145.237
Variance17951.83948
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-3.64396385e+04 8.03425022e+00 1.18143799e+01 1.29095245e+01 1.36666595e+01 ... 2.52464346e+01 2.63233744e+01 2.81672251e+01 3.43844027e+01 1.22379517e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20.57703517 1 < 0.1%
 
16.92856758 1 < 0.1%
 
15.59256815 1 < 0.1%
 
16.63795066 1 < 0.1%
 
17.94665779 1 < 0.1%
 
19.81311475 1 < 0.1%
 
17.25244453 1 < 0.1%
 
18.40576414 1 < 0.1%
 
19.11503729 1 < 0.1%
 
20.46365584 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-36439.63849 1 < 0.1%
 
-25511.66478 1 < 0.1%
 
-21720.68579 1 < 0.1%
 
-16804.88837 1 < 0.1%
 
-13939.86122 1 < 0.1%
 
ValueCountFrequency (%) 
12237.9517 1 < 0.1%
 
1811.273574 1 < 0.1%
 
951.1862617 1 < 0.1%
 
594.0199379 1 < 0.1%
 
35.10231152 1 < 0.1%
 

modelMag_u
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean20.11099056
Minimum-26236.578659083
Maximum14488.2519759573
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-26236.57866
5-th percentile17.51998753
Q119.26621406
median20.40683994
Q321.99289763
95-th percentile24.98732749
Maximum14488.25198
Range40724.83064
Interquartile range (IQR)2.726683566

Descriptive statistics

Standard deviation122.2990625
Coefficient of variation (CV)6.081205304
Kurtosis22552.68257
Mean20.11099056
Median Absolute Deviation (MAD)2.701094149
Skewness-113.8458159
Sum4022017.113
Variance14957.06068
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.62365787e+04 -3.32920987e+01 1.23201703e+01 1.48166718e+01 1.55568097e+01 ... 2.89636571e+01 3.07603786e+01 3.47042418e+01 4.75495972e+01 1.44882520e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
21.43443755 1 < 0.1%
 
19.7554632 1 < 0.1%
 
25.25858771 1 < 0.1%
 
20.05320533 1 < 0.1%
 
21.60356196 1 < 0.1%
 
17.62010723 1 < 0.1%
 
15.84501281 1 < 0.1%
 
18.92747239 1 < 0.1%
 
20.67109217 1 < 0.1%
 
25.80405316 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-26236.57866 1 < 0.1%
 
-19365.77543 1 < 0.1%
 
-17519.43158 1 < 0.1%
 
-15873.53532 1 < 0.1%
 
-14644.62568 1 < 0.1%
 
ValueCountFrequency (%) 
14488.25198 1 < 0.1%
 
12024.26463 1 < 0.1%
 
8212.790443 1 < 0.1%
 
1165.845257 1 < 0.1%
 
127.619588 1 < 0.1%
 

modelMag_z
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.18928117
Minimum-26050.710195861
Maximum7420.53417168359
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-26050.7102
5-th percentile15.54425284
Q116.70577391
median18.10099695
Q319.81955369
95-th percentile21.21099888
Maximum7420.534172
Range33471.24437
Interquartile range (IQR)3.113779775

Descriptive statistics

Standard deviation133.6851378
Coefficient of variation (CV)7.777238412
Kurtosis18061.20513
Mean17.18928117
Median Absolute Deviation (MAD)2.943043959
Skewness-125.2072673
Sum3437701.53
Variance17871.71606
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.60507102e+04 6.68294985e+00 1.10007327e+01 1.21198072e+01 1.26977027e+01 ... 2.39605963e+01 2.48741330e+01 2.86073212e+01 5.49371966e+01 7.42053417e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
19.12896076 1 < 0.1%
 
20.02860986 1 < 0.1%
 
17.02259674 1 < 0.1%
 
20.96711405 1 < 0.1%
 
17.26142552 1 < 0.1%
 
17.93386825 1 < 0.1%
 
16.01331559 1 < 0.1%
 
16.67105961 1 < 0.1%
 
19.52805944 1 < 0.1%
 
17.48944262 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-26050.7102 1 < 0.1%
 
-20506.46907 1 < 0.1%
 
-20187.97238 1 < 0.1%
 
-16242.05944 1 < 0.1%
 
-15376.00937 1 < 0.1%
 
ValueCountFrequency (%) 
7420.534172 1 < 0.1%
 
4061.282494 1 < 0.1%
 
61.59787887 1 < 0.1%
 
48.27651427 1 < 0.1%
 
38.82367437 1 < 0.1%
 

petroMag_g
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.45413571
Minimum-25958.7523240261
Maximum12139.815877449299
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-25958.75232
5-th percentile16.4909393
Q118.11393296
median19.58655867
Q321.00439687
95-th percentile22.77266758
Maximum12139.81588
Range38098.5682
Interquartile range (IQR)2.890463912

Descriptive statistics

Standard deviation154.3762774
Coefficient of variation (CV)8.365402737
Kurtosis16344.65724
Mean18.45413571
Median Absolute Deviation (MAD)3.253657067
Skewness-117.8103536
Sum3690661.055
Variance23832.03502
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.59587523e+04 -4.45035837e+02 -4.88857876e+01 -4.25769948e-01 1.16733511e+01 ... 3.49942030e+01 4.71790462e+01 7.12223845e+01 2.37649230e+02 1.21398159e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20.89545891 1 < 0.1%
 
17.04046716 1 < 0.1%
 
20.49899356 1 < 0.1%
 
22.56154132 1 < 0.1%
 
20.38858739 1 < 0.1%
 
17.04129137 1 < 0.1%
 
18.80404936 1 < 0.1%
 
23.01494778 1 < 0.1%
 
22.1901793 1 < 0.1%
 
21.45793615 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-25958.75232 1 < 0.1%
 
-24123.0285 1 < 0.1%
 
-21309.51804 1 < 0.1%
 
-20009.79763 1 < 0.1%
 
-19228.00322 1 < 0.1%
 
ValueCountFrequency (%) 
12139.81588 1 < 0.1%
 
7889.397245 1 < 0.1%
 
2390.657319 1 < 0.1%
 
773.3464588 1 < 0.1%
 
566.4680163 1 < 0.1%
 

petroMag_i
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.68661736
Minimum-40438.184077725804
Maximum9772.19053656696
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-40438.18408
5-th percentile15.84907656
Q117.05029382
median18.69337036
Q320.0191118
95-th percentile21.48470689
Maximum9772.190537
Range50210.37461
Interquartile range (IQR)2.968817974

Descriptive statistics

Standard deviation145.7308724
Coefficient of variation (CV)8.239612437
Kurtosis40771.92074
Mean17.68661736
Median Absolute Deviation (MAD)2.778184043
Skewness-181.5957836
Sum3537164.292
Variance21237.48716
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-4.04381841e+04 -7.36716287e+01 -7.34916314e+00 9.51364918e+00 1.17504831e+01 ... 2.94710323e+01 3.33494759e+01 6.10239684e+01 1.99006742e+02 9.77219054e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
19.25217356 1 < 0.1%
 
20.16641934 1 < 0.1%
 
19.63395494 1 < 0.1%
 
20.91940287 1 < 0.1%
 
19.93217836 1 < 0.1%
 
19.83522108 1 < 0.1%
 
19.72807825 1 < 0.1%
 
19.99134732 1 < 0.1%
 
20.27103229 1 < 0.1%
 
20.85039728 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-40438.18408 1 < 0.1%
 
-26276.97175 1 < 0.1%
 
-23158.1075 1 < 0.1%
 
-15642.98072 1 < 0.1%
 
-14657.5372 1 < 0.1%
 
ValueCountFrequency (%) 
9772.190537 1 < 0.1%
 
2859.585989 1 < 0.1%
 
1564.323175 1 < 0.1%
 
219.7014232 1 < 0.1%
 
178.31206 1 < 0.1%
 

petroMag_r
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.48152494
Minimum-23948.5885226884
Maximum7003.1365460053
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-23948.58852
5-th percentile16.09544156
Q117.47979376
median19.18278875
Q320.45749101
95-th percentile21.83814977
Maximum7003.136546
Range30951.72507
Interquartile range (IQR)2.977697251

Descriptive statistics

Standard deviation97.24044752
Coefficient of variation (CV)5.261494809
Kurtosis34368.89935
Mean18.48152494
Median Absolute Deviation (MAD)2.486439178
Skewness-161.6799622
Sum3696138.654
Variance9455.704633
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.39485885e+04 -1.12373790e+02 -2.35463900e+01 5.22057700e+00 1.16610025e+01 ... 2.90981313e+01 3.28212653e+01 4.87311448e+01 1.26003272e+02 7.00313655e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18.89461767 1 < 0.1%
 
17.04606155 1 < 0.1%
 
19.39151764 1 < 0.1%
 
18.753984 1 < 0.1%
 
17.24495219 1 < 0.1%
 
18.47473931 1 < 0.1%
 
19.88602437 1 < 0.1%
 
22.1741743 1 < 0.1%
 
17.72090148 1 < 0.1%
 
18.85743211 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-23948.58852 1 < 0.1%
 
-21138.41276 1 < 0.1%
 
-13805.68013 1 < 0.1%
 
-11898.21105 1 < 0.1%
 
-9182.986733 1 < 0.1%
 
ValueCountFrequency (%) 
7003.136546 1 < 0.1%
 
5837.381986 1 < 0.1%
 
4992.488987 1 < 0.1%
 
4865.231702 1 < 0.1%
 
1705.906184 1 < 0.1%
 

petroMag_u
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean21.83790258
Minimum-24463.4318326057
Maximum298771.01904130104
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-24463.43183
5-th percentile17.53377309
Q119.24779468
median20.36684772
Q321.79747977
95-th percentile25.39147142
Maximum298771.019
Range323234.4509
Interquartile range (IQR)2.549685089

Descriptive statistics

Standard deviation789.4723332
Coefficient of variation (CV)36.15147244
Kurtosis114697.2883
Mean21.83790258
Median Absolute Deviation (MAD)5.864641345
Skewness324.7092506
Sum4367383.975
Variance623266.565
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.44634318e+04 -2.53348771e+02 -4.31285417e+01 -6.11986723e+00 5.63641716e+00 ... 4.67335264e+01 7.61743899e+01 1.79677705e+02 2.71025006e+03 2.98771019e+05], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
20.53291713 1 < 0.1%
 
25.86818364 1 < 0.1%
 
19.80277498 1 < 0.1%
 
17.3031205 1 < 0.1%
 
17.61387318 1 < 0.1%
 
20.32413375 1 < 0.1%
 
25.21889209 1 < 0.1%
 
20.26664659 1 < 0.1%
 
20.16026473 1 < 0.1%
 
17.2245494 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-24463.43183 1 < 0.1%
 
-23452.60251 1 < 0.1%
 
-22663.82856 1 < 0.1%
 
-22063.27749 1 < 0.1%
 
-20041.28565 1 < 0.1%
 
ValueCountFrequency (%) 
298771.019 1 < 0.1%
 
175257.9829 1 < 0.1%
 
2788.226302 1 < 0.1%
 
2632.273819 1 < 0.1%
 
1452.080803 1 < 0.1%
 

petroMag_z
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.69920654
Minimum-30070.7293786273
Maximum17403.7892633054
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-30070.72938
5-th percentile15.62528432
Q116.8047047
median18.17459152
Q319.80765161
95-th percentile21.59246405
Maximum17403.78926
Range47474.51864
Interquartile range (IQR)3.002946909

Descriptive statistics

Standard deviation142.6918804
Coefficient of variation (CV)8.062049567
Kurtosis21285.24546
Mean17.69920654
Median Absolute Deviation (MAD)2.94284003
Skewness-103.2237948
Sum3539682.015
Variance20360.97274
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-3.00707294e+04 -2.12586253e+02 -4.41788597e+01 -3.72526019e+00 1.03872746e+01 ... 3.17160062e+01 4.21304903e+01 7.65213129e+01 4.10715561e+02 1.74037893e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
17.42584941 1 < 0.1%
 
16.41260261 1 < 0.1%
 
17.23087122 1 < 0.1%
 
20.93667698 1 < 0.1%
 
19.47784691 1 < 0.1%
 
16.08403744 1 < 0.1%
 
17.59776274 1 < 0.1%
 
16.69504294 1 < 0.1%
 
20.62465249 1 < 0.1%
 
16.86357592 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-30070.72938 1 < 0.1%
 
-24164.42878 1 < 0.1%
 
-18394.6495 1 < 0.1%
 
-18353.0001 1 < 0.1%
 
-16691.58396 1 < 0.1%
 
ValueCountFrequency (%) 
17403.78926 1 < 0.1%
 
15743.3752 1 < 0.1%
 
8647.360709 1 < 0.1%
 
4814.111213 1 < 0.1%
 
2398.072642 1 < 0.1%
 

psfMag_g
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.6753731
Minimum-40022.466071371
Maximum3538.98490973182
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-40022.46607
5-th percentile16.61639103
Q118.70118034
median19.90423536
Q321.15029717
95-th percentile22.76351636
Maximum3538.98491
Range43561.45098
Interquartile range (IQR)2.449116836

Descriptive statistics

Standard deviation155.4230242
Coefficient of variation (CV)8.322351759
Kurtosis32930.43716
Mean18.6753731
Median Absolute Deviation (MAD)3.042365169
Skewness-166.3129443
Sum3734906.542
Variance24156.31644
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-4.00224661e+04 -3.60576025e+01 3.22157572e+00 1.40420926e+01 1.46755139e+01 ... 2.74954560e+01 3.15616767e+01 4.44284691e+01 9.14210251e+01 3.53898491e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
17.08156399 1 < 0.1%
 
20.18215576 1 < 0.1%
 
21.28492214 1 < 0.1%
 
20.39874149 1 < 0.1%
 
20.23332405 1 < 0.1%
 
17.43400183 1 < 0.1%
 
20.12368004 1 < 0.1%
 
18.54770358 1 < 0.1%
 
19.32105304 1 < 0.1%
 
20.66831152 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-40022.46607 1 < 0.1%
 
-27550.96754 1 < 0.1%
 
-20413.61874 1 < 0.1%
 
-19916.39454 1 < 0.1%
 
-19866.75477 1 < 0.1%
 
ValueCountFrequency (%) 
3538.98491 1 < 0.1%
 
478.440761 1 < 0.1%
 
102.1240427 1 < 0.1%
 
80.71800747 1 < 0.1%
 
61.35627838 1 < 0.1%
 

psfMag_i
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.0434949
Minimum-26566.310827471094
Maximum4835.21863929729
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-26566.31083
5-th percentile16.08099354
Q117.74766293
median19.04389456
Q320.07352814
95-th percentile21.38854662
Maximum4835.218639
Range31401.52947
Interquartile range (IQR)2.325865215

Descriptive statistics

Standard deviation116.6221938
Coefficient of variation (CV)6.463392734
Kurtosis26728.42976
Mean18.0434949
Median Absolute Deviation (MAD)2.437083753
Skewness-153.7339501
Sum3608536.589
Variance13600.7361
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.65663108e+04 -2.09209707e+00 1.22899562e+01 1.41258783e+01 1.46306688e+01 ... 2.30580354e+01 2.52616235e+01 3.03811280e+01 5.55624597e+01 4.83521864e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
21.50943937 1 < 0.1%
 
17.60019557 1 < 0.1%
 
18.18254854 1 < 0.1%
 
18.04904594 1 < 0.1%
 
19.13187753 1 < 0.1%
 
19.16005091 1 < 0.1%
 
21.59417997 1 < 0.1%
 
19.98980746 1 < 0.1%
 
19.46380064 1 < 0.1%
 
17.18974826 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-26566.31083 1 < 0.1%
 
-19564.78611 1 < 0.1%
 
-18397.35896 1 < 0.1%
 
-17300.26255 1 < 0.1%
 
-13737.92078 1 < 0.1%
 
ValueCountFrequency (%) 
4835.218639 1 < 0.1%
 
2365.3464 1 < 0.1%
 
585.3703493 1 < 0.1%
 
164.8789403 1 < 0.1%
 
92.48965244 1 < 0.1%
 

psfMag_r
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean18.40123547
Minimum-27184.7957925387
Maximum3048.11091277562
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-27184.79579
5-th percentile16.29893689
Q118.04857211
median19.45449176
Q320.51593598
95-th percentile21.75553378
Maximum3048.110913
Range30232.90671
Interquartile range (IQR)2.467363869

Descriptive statistics

Standard deviation127.1280782
Coefficient of variation (CV)6.908670803
Kurtosis28273.28571
Mean18.40123547
Median Absolute Deviation (MAD)2.569321344
Skewness-160.9373896
Sum3680081.483
Variance16161.54827
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.71847958e+04 -4.94566282e+01 1.09834877e+01 1.42376712e+01 1.47987490e+01 ... 2.47021598e+01 2.62627567e+01 3.00178630e+01 5.42300686e+01 3.04811091e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
21.41453173 1 < 0.1%
 
19.1927346 1 < 0.1%
 
17.81098301 1 < 0.1%
 
19.29918055 1 < 0.1%
 
16.7216583 1 < 0.1%
 
21.99109188 1 < 0.1%
 
17.54103058 1 < 0.1%
 
21.38033974 1 < 0.1%
 
17.33491383 1 < 0.1%
 
20.20862807 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-27184.79579 1 < 0.1%
 
-24378.09492 1 < 0.1%
 
-22163.23787 1 < 0.1%
 
-18726.62221 1 < 0.1%
 
-18490.08959 1 < 0.1%
 
ValueCountFrequency (%) 
3048.110913 1 < 0.1%
 
2789.987259 1 < 0.1%
 
923.5808051 1 < 0.1%
 
171.3211033 1 < 0.1%
 
117.5651766 1 < 0.1%
 

psfMag_u
Real number (ℝ)

UNIQUE
SKEWED
HIGH CORRELATION
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean-6.750145805
Minimum-5310801.77091916
Maximum18773.9190703443
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-5310801.771
5-th percentile17.59221278
Q119.65258984
median20.87135859
Q322.16043173
95-th percentile24.78003973
Maximum18773.91907
Range5329575.69
Interquartile range (IQR)2.50784189

Descriptive statistics

Standard deviation11876.785
Coefficient of variation (CV)-1759.485697
Kurtosis199912.897
Mean-6.750145805
Median Absolute Deviation (MAD)55.71810285
Skewness-447.0728729
Sum-1349968.41
Variance141058021.9
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-5.31080177e+06 -3.14495895e+04 -3.74669579e+02 -2.14644543e+01 1.33837063e+01 ... 2.83277942e+01 2.97161136e+01 4.87029466e+01 1.96260992e+02 1.87739191e+04], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
19.32156308 1 < 0.1%
 
24.65552501 1 < 0.1%
 
20.99387628 1 < 0.1%
 
19.39124604 1 < 0.1%
 
21.92707946 1 < 0.1%
 
21.6960786 1 < 0.1%
 
21.66743202 1 < 0.1%
 
20.86386399 1 < 0.1%
 
17.72245749 1 < 0.1%
 
19.29568925 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-5310801.771 1 < 0.1%
 
-31887.4807 1 < 0.1%
 
-31011.69827 1 < 0.1%
 
-23731.31375 1 < 0.1%
 
-23314.14205 1 < 0.1%
 
ValueCountFrequency (%) 
18773.91907 1 < 0.1%
 
2819.515692 1 < 0.1%
 
2278.286741 1 < 0.1%
 
368.9395152 1 < 0.1%
 
234.3638881 1 < 0.1%
 

psfMag_z
Real number (ℝ)

UNIQUE
SKEWED
Distinct count199991
Unique (%)100.0%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean17.66352609
Minimum-24878.828279868998
Maximum9823.74040737359
Zeros0
Zeros (%)0.0%
Memory size8.1 MiB
Mini histogram

Quantile statistics

Minimum-24878.82828
5-th percentile15.8569253
Q117.42552332
median18.61179935
Q319.88376013
95-th percentile21.23651561
Maximum9823.740407
Range34702.56869
Interquartile range (IQR)2.458236815

Descriptive statistics

Standard deviation123.7352979
Coefficient of variation (CV)7.005130076
Kurtosis20517.22795
Mean17.66352609
Median Absolute Deviation (MAD)2.625736169
Skewness-131.3889389
Sum3532546.246
Variance15310.42394
Histogram
Histogram with fixed size bins (bins=10)
Histogram
Histogram with variable size bins (bins=[-2.48788283e+04 -1.92923014e+02 -8.63730188e+00 1.05342486e+01 1.36407907e+01 ... 2.44067288e+01 2.52743908e+01 3.20499020e+01 1.15203846e+02 9.82374041e+03], "bayesian blocks" binning strategy used)
ValueCountFrequency (%) 
18.60502093 1 < 0.1%
 
18.06242637 1 < 0.1%
 
19.63322274 1 < 0.1%
 
20.57208648 1 < 0.1%
 
19.47803381 1 < 0.1%
 
18.55656819 1 < 0.1%
 
17.82090129 1 < 0.1%
 
15.25080055 1 < 0.1%
 
16.80159346 1 < 0.1%
 
19.4478368 1 < 0.1%
 
Other values (199981) 199981 > 99.9%
 
ValueCountFrequency (%) 
-24878.82828 1 < 0.1%
 
-19629.60469 1 < 0.1%
 
-18749.86274 1 < 0.1%
 
-16881.58925 1 < 0.1%
 
-16712.29619 1 < 0.1%
 
ValueCountFrequency (%) 
9823.740407 1 < 0.1%
 
115.8304806 1 < 0.1%
 
114.5772113 1 < 0.1%
 
81.34568019 1 < 0.1%
 
52.05032863 1 < 0.1%
 

type
Categorical

Distinct count19
Unique (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size8.1 MiB
QSO
49680
GALAXY
37347
SERENDIPITY_BLUE
21760
SPECTROPHOTO_STD
14630
REDDEN_STD
14618
Other values (14)
61956
ValueCountFrequency (%) 
QSO 49680 24.8%
 
GALAXY 37347 18.7%
 
SERENDIPITY_BLUE 21760 10.9%
 
SPECTROPHOTO_STD 14630 7.3%
 
REDDEN_STD 14618 7.3%
 
STAR_RED_DWARF 13750 6.9%
 
STAR_BHB 13500 6.8%
 
SERENDIPITY_FIRST 7132 3.6%
 
ROSAT_D 6580 3.3%
 
STAR_CATY_VAR 6506 3.3%
 
Other values (9) 14488 7.2%
 

Composition

Contains charsTrue
Contains digitsFalse
Contains whitespaceFalse
Contains non-wordsFalse

Length

Max length19
Mean length9.38488732
Min length3
Scatter

Correlations

Missing values

Sample

First rows

fiberIDfiberMag_gfiberMag_ifiberMag_rfiberMag_ufiberMag_zmodelMag_gmodelMag_imodelMag_rmodelMag_umodelMag_zpetroMag_gpetroMag_ipetroMag_rpetroMag_upetroMag_zpsfMag_gpsfMag_ipsfMag_rpsfMag_upsfMag_ztype
id
060121.64445321.38765321.65757122.58130921.57282721.46553421.02060521.36418722.74924121.14734021.43163621.14540921.47831222.50431720.42244621.43195321.17655321.31414823.19822421.171444QSO
178821.02977320.93773120.96705421.86879721.06364620.75852720.69338920.75392521.49295520.51231420.77896820.63981220.88970521.36070120.64666020.70810420.70342020.67885021.43135520.473229QSO
242717.03309817.09599916.99968218.17189017.07644916.69743416.66017716.64124917.81806316.68892816.73878416.74421016.68887417.86725316.80800616.72789816.69464016.67967717.85145116.641788QSO
386420.31716520.07385220.21789821.03903019.79450520.00169919.75811319.88979820.77071119.55285519.99372719.75091719.98553120.43390719.45511720.04037119.84384019.92690920.78990019.463270QSO
461223.62912219.86171821.74275025.70063218.81037523.14799319.48733021.47534224.87705218.37565522.42692919.61001221.67355125.85922918.37614123.05876719.50496121.47140626.45496918.389096STAR_RED_DWARF
57619.66168619.92872919.78527620.16791919.87721619.32531319.59865319.46935619.89946219.67785819.39036319.68819719.55287919.98235819.79942519.31594219.60084319.43175219.78135819.674611SERENDIPITY_BLUE
669621.27534320.90122821.00649422.76538321.01721821.06318920.57826920.72661122.08170420.65736121.03922620.57627920.72197721.95424519.69995921.12091920.57547420.71528922.22712120.214773QSO
71416.06340015.83474415.88985117.33632015.84794915.74764515.50073115.55654217.03705815.49829515.80480215.56901715.62548217.09395815.59349715.78626815.50017615.52491017.02427815.527453STAR_BHB
838421.08930820.53557220.95696421.18370220.71138620.70959420.30784720.57791720.94557320.45972220.75674620.34433720.72106821.12199120.02869320.77306420.36264520.60721120.79346420.256067QSO
93818.65697516.34630717.31853720.97015515.81640618.31072315.97665016.97357220.62169415.44687218.36966016.03447917.01288520.47579015.51500318.31546015.97919316.99359620.62841415.436727STAR_CATY_VAR

Last rows

fiberIDfiberMag_gfiberMag_ifiberMag_rfiberMag_ufiberMag_zmodelMag_gmodelMag_imodelMag_rmodelMag_umodelMag_zpetroMag_gpetroMag_ipetroMag_rpetroMag_upetroMag_zpsfMag_gpsfMag_ipsfMag_rpsfMag_upsfMag_ztype
id
19998126817.26487416.57601216.99084518.68297316.48585216.93391716.22512916.42149018.36120316.14047216.93917216.23280216.44794918.45244016.21774516.91983816.22181916.51986918.39199416.136001QSO
19998256223.50680820.33410222.92209623.12441418.78859224.00634219.91110122.34103423.12466118.42385625.63152720.05205522.46053022.40725118.51818524.30169419.85358022.59343424.53228818.385258SERENDIPITY_RED
19998343617.08910116.56228516.67582818.06946216.54459516.72858716.20234116.33745317.75971416.16729816.82313116.26700016.39599417.82500916.25008616.73075416.18298616.33459617.76719216.186484SPECTROPHOTO_STD
1999847520.08548219.74297719.77795720.32079319.58406719.78830019.32105019.45819620.10357519.45067419.79607919.39496619.47988320.11859619.48766019.73191519.36105619.48961720.10730419.371925SERENDIPITY_BLUE
19998564018.16383518.55894018.33717418.22746018.80030517.82929918.22989018.02666217.87152418.53491017.88086118.26799718.06907417.90787418.57308517.87393718.21884918.03218917.86152918.435898SERENDIPITY_DISTANT
19998656820.72670920.32341820.31156220.94851920.21133620.32687920.06194020.01404620.78329519.86251320.53633820.10281520.12656120.83640019.79672220.43792020.02097420.05075620.63078019.959646QSO
19998736222.81872319.96185720.78612026.67767119.45707121.95244018.99003919.77632126.92190318.52830622.25048918.98579120.09169328.89544218.80335422.80724320.18753121.06979225.28369519.595598GALAXY
19998814622.28794618.81056020.71173724.32081617.72192821.89759918.44312620.42052424.50346017.33172422.13299318.50733720.32962425.98237817.41852121.90270918.45753520.33074723.60982617.326771STAR_RED_DWARF
1999898520.46974819.60374219.87208921.70412619.37290918.00497617.19374317.44033119.10908616.96985418.06555917.18063917.50130718.88078117.17520520.56120819.79364420.03175421.17200319.540471GALAXY
19999096420.43275820.64105020.67875320.93157220.46935420.11633220.21719820.32739620.74804719.99502320.12972120.55901820.41541920.79625019.81615720.12227620.36052720.33224120.62449819.953043QSO